Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 25976 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 42 |
| Duplicate rows (%) | 0.2% |
| Total size in memory | 3.1 MiB |
| Average record size in memory | 124.0 B |
Variable types
| Categorical | 8 |
|---|---|
| Numeric | 10 |
| Dataset has 42 (0.2%) duplicate rows | Duplicates |
Baggage handling is highly overall correlated with Inflight service and 1 other fields | High correlation |
Class is highly overall correlated with Type of Travel | High correlation |
Cleanliness is highly overall correlated with Food and drink and 2 other fields | High correlation |
Food and drink is highly overall correlated with Cleanliness and 2 other fields | High correlation |
Inflight entertainment is highly overall correlated with Cleanliness and 2 other fields | High correlation |
Inflight service is highly overall correlated with Baggage handling and 1 other fields | High correlation |
Inflight wifi service is highly overall correlated with satisfaction | High correlation |
On-board service is highly overall correlated with Baggage handling and 1 other fields | High correlation |
Online boarding is highly overall correlated with satisfaction | High correlation |
Seat comfort is highly overall correlated with Cleanliness and 2 other fields | High correlation |
Type of Travel is highly overall correlated with Class | High correlation |
satisfaction is highly overall correlated with Inflight wifi service and 1 other fields | High correlation |
Inflight wifi service has 813 (3.1%) zeros | Zeros |
Online boarding has 652 (2.5%) zeros | Zeros |
Departure Delay in Minutes has 14688 (56.5%) zeros | Zeros |
Reproduction
| Analysis started | 2024-06-14 06:37:53.573473 |
|---|---|
| Analysis finished | 2024-06-14 06:38:11.932443 |
| Duration | 18.36 seconds |
| Software version | ydata-profiling vv4.7.0 |
| Download configuration | config.json |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 203.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25976 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 13172 | |
| 1 | 12804 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 13172 | |
| 1 | 12804 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 13172 | |
| 1 | 12804 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25976 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 13172 | |
| 1 | 12804 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25976 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 13172 | |
| 1 | 12804 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25976 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 13172 | |
| 1 | 12804 |
Customer Type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 203.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25976 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21177 | |
| 1 | 4799 | 18.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 21177 | |
| 1 | 4799 | 18.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21177 | |
| 1 | 4799 | 18.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25976 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 21177 | |
| 1 | 4799 | 18.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25976 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 21177 | |
| 1 | 4799 | 18.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25976 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 21177 | |
| 1 | 4799 | 18.5% |
Age
Real number (ℝ)
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.620958 |
| Minimum | 7 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.1 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 27 |
| median | 40 |
| Q3 | 51 |
| 95-th percentile | 64 |
| Maximum | 85 |
| Range | 78 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 15.135685 |
|---|---|
| Coefficient of variation (CV) | 0.3820121 |
| Kurtosis | -0.71787731 |
| Mean | 39.620958 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -8.7986003 × 10-5 |
| Sum | 1029194 |
| Variance | 229.08897 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 39 | 723 | 2.8% |
| 25 | 713 | 2.7% |
| 40 | 635 | 2.4% |
| 41 | 633 | 2.4% |
| 43 | 626 | 2.4% |
| 44 | 622 | 2.4% |
| 45 | 600 | 2.3% |
| 27 | 595 | 2.3% |
| 23 | 589 | 2.3% |
| 48 | 580 | 2.2% |
| Other values (65) | 19660 |
| Value | Count | Frequency (%) |
| 7 | 123 | |
| 8 | 157 | |
| 9 | 167 | |
| 10 | 139 | |
| 11 | 159 | |
| 12 | 159 | |
| 13 | 173 | |
| 14 | 153 | |
| 15 | 188 | |
| 16 | 257 |
| Value | Count | Frequency (%) |
| 85 | 8 | < 0.1% |
| 80 | 32 | |
| 79 | 10 | < 0.1% |
| 78 | 11 | < 0.1% |
| 77 | 19 | 0.1% |
| 76 | 15 | 0.1% |
| 75 | 15 | 0.1% |
| 74 | 14 | 0.1% |
| 73 | 16 | 0.1% |
| 72 | 48 |
Type of Travel
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 203.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25976 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 18038 | |
| 1 | 7938 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 18038 | |
| 1 | 7938 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 18038 | |
| 1 | 7938 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25976 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 18038 | |
| 1 | 7938 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25976 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 18038 | |
| 1 | 7938 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25976 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 18038 | |
| 1 | 7938 |
Class
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 203.1 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25976 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 12495 | |
| 1 | 11564 | |
| 2 | 1917 | 7.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 12495 | |
| 1 | 11564 | |
| 2 | 1917 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12495 | |
| 1 | 11564 | |
| 2 | 1917 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25976 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 12495 | |
| 1 | 11564 | |
| 2 | 1917 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25976 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 12495 | |
| 1 | 11564 | |
| 2 | 1917 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25976 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 12495 | |
| 1 | 11564 | |
| 2 | 1917 | 7.4% |
Inflight wifi service
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7247459 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 813 |
| Zeros (%) | 3.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3353841 |
|---|---|
| Coefficient of variation (CV) | 0.49009489 |
| Kurtosis | -0.85825256 |
| Mean | 2.7247459 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.04079167 |
| Sum | 70778 |
| Variance | 1.7832506 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 2 | 6490 | |
| 3 | 6317 | |
| 4 | 4981 | |
| 1 | 4488 | |
| 5 | 2887 | |
| 0 | 813 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 813 | 3.1% |
| 1 | 4488 | |
| 2 | 6490 | |
| 3 | 6317 | |
| 4 | 4981 | |
| 5 | 2887 |
| Value | Count | Frequency (%) |
| 5 | 2887 | |
| 4 | 4981 | |
| 3 | 6317 | |
| 2 | 6490 | |
| 1 | 4488 | |
| 0 | 813 | 3.1% |
Food and drink
Real number (ℝ)
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2153526 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 25 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3315064 |
|---|---|
| Coefficient of variation (CV) | 0.41410897 |
| Kurtosis | -1.1446545 |
| Mean | 3.2153526 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.17022924 |
| Sum | 83522 |
| Variance | 1.7729092 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 6204 | |
| 5 | 5644 | |
| 3 | 5494 | |
| 2 | 5395 | |
| 1 | 3214 | |
| 0 | 25 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 25 | 0.1% |
| 1 | 3214 | |
| 2 | 5395 | |
| 3 | 5494 | |
| 4 | 6204 | |
| 5 | 5644 |
| Value | Count | Frequency (%) |
| 5 | 5644 | |
| 4 | 6204 | |
| 3 | 5494 | |
| 2 | 5395 | |
| 1 | 3214 | |
| 0 | 25 | 0.1% |
Online boarding
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2616646 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 652 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3555357 |
|---|---|
| Coefficient of variation (CV) | 0.41559628 |
| Kurtosis | -0.68504294 |
| Mean | 3.2616646 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.46921756 |
| Sum | 84725 |
| Variance | 1.837477 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 7706 | |
| 3 | 5313 | |
| 5 | 5307 | |
| 2 | 4429 | |
| 1 | 2569 | 9.9% |
| 0 | 652 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 652 | 2.5% |
| 1 | 2569 | 9.9% |
| 2 | 4429 | |
| 3 | 5313 | |
| 4 | 7706 | |
| 5 | 5307 |
| Value | Count | Frequency (%) |
| 5 | 5307 | |
| 4 | 7706 | |
| 3 | 5313 | |
| 2 | 4429 | |
| 1 | 2569 | 9.9% |
| 0 | 652 | 2.5% |
Seat comfort
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 203.1 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25976 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 5 |
| 3rd row | 2 |
| 4th row | 4 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 7991 | |
| 5 | 6688 | |
| 3 | 4632 | |
| 2 | 3632 | |
| 1 | 3033 | 11.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 7991 | |
| 5 | 6688 | |
| 3 | 4632 | |
| 2 | 3632 | |
| 1 | 3033 | 11.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 7991 | |
| 5 | 6688 | |
| 3 | 4632 | |
| 2 | 3632 | |
| 1 | 3033 | 11.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25976 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 7991 | |
| 5 | 6688 | |
| 3 | 4632 | |
| 2 | 3632 | |
| 1 | 3033 | 11.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25976 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 7991 | |
| 5 | 6688 | |
| 3 | 4632 | |
| 2 | 3632 | |
| 1 | 3033 | 11.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25976 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 7991 | |
| 5 | 6688 | |
| 3 | 4632 | |
| 2 | 3632 | |
| 1 | 3033 | 11.7% |
Inflight entertainment
Real number (ℝ)
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3577533 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3382994 |
|---|---|
| Coefficient of variation (CV) | 0.39856989 |
| Kurtosis | -1.0628345 |
| Mean | 3.3577533 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.37135337 |
| Sum | 87221 |
| Variance | 1.7910452 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 7368 | |
| 5 | 6331 | |
| 3 | 4745 | |
| 2 | 4331 | |
| 1 | 3197 | |
| 0 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 4 | < 0.1% |
| 1 | 3197 | |
| 2 | 4331 | |
| 3 | 4745 | |
| 4 | 7368 | |
| 5 | 6331 |
| Value | Count | Frequency (%) |
| 5 | 6331 | |
| 4 | 7368 | |
| 3 | 4745 | |
| 2 | 4331 | |
| 1 | 3197 | |
| 0 | 4 | < 0.1% |
On-board service
Real number (ℝ)
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3856637 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2820884 |
|---|---|
| Coefficient of variation (CV) | 0.37868155 |
| Kurtosis | -0.87470085 |
| Mean | 3.3856637 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.42650654 |
| Sum | 87946 |
| Variance | 1.6437506 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 7836 | |
| 5 | 5844 | |
| 3 | 5709 | |
| 2 | 3670 | |
| 1 | 2915 | 11.2% |
| 0 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1 | 2915 | 11.2% |
| 2 | 3670 | |
| 3 | 5709 | |
| 4 | 7836 | |
| 5 | 5844 |
| Value | Count | Frequency (%) |
| 5 | 5844 | |
| 4 | 7836 | |
| 3 | 5709 | |
| 2 | 3670 | |
| 1 | 2915 | 11.2% |
| 0 | 2 | < 0.1% |
Leg room service
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3501694 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 126 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3188623 |
|---|---|
| Coefficient of variation (CV) | 0.39367034 |
| Kurtosis | -0.99392241 |
| Mean | 3.3501694 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.34120952 |
| Sum | 87024 |
| Variance | 1.7393979 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 7097 | |
| 5 | 6238 | |
| 2 | 5015 | |
| 3 | 4958 | |
| 1 | 2542 | 9.8% |
| 0 | 126 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 126 | 0.5% |
| 1 | 2542 | 9.8% |
| 2 | 5015 | |
| 3 | 4958 | |
| 4 | 7097 | |
| 5 | 6238 |
| Value | Count | Frequency (%) |
| 5 | 6238 | |
| 4 | 7097 | |
| 3 | 4958 | |
| 2 | 5015 | |
| 1 | 2542 | 9.8% |
| 0 | 126 | 0.5% |
Baggage handling
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 203.1 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25976 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 5 |
|---|---|
| 2nd row | 4 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 9378 | |
| 5 | 6747 | |
| 3 | 5219 | |
| 2 | 2841 | 10.9% |
| 1 | 1791 | 6.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 9378 | |
| 5 | 6747 | |
| 3 | 5219 | |
| 2 | 2841 | 10.9% |
| 1 | 1791 | 6.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 9378 | |
| 5 | 6747 | |
| 3 | 5219 | |
| 2 | 2841 | 10.9% |
| 1 | 1791 | 6.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25976 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 9378 | |
| 5 | 6747 | |
| 3 | 5219 | |
| 2 | 2841 | 10.9% |
| 1 | 1791 | 6.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25976 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 9378 | |
| 5 | 6747 | |
| 3 | 5219 | |
| 2 | 2841 | 10.9% |
| 1 | 1791 | 6.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25976 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 9378 | |
| 5 | 6747 | |
| 3 | 5219 | |
| 2 | 2841 | 10.9% |
| 1 | 1791 | 6.9% |
Checkin service
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 203.1 KiB |
| 4 | |
|---|---|
| 3 | |
| 5 | |
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25976 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 3 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 7278 | |
| 3 | 7007 | |
| 5 | 5264 | |
| 1 | 3218 | |
| 2 | 3209 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 7278 | |
| 3 | 7007 | |
| 5 | 5264 | |
| 1 | 3218 | |
| 2 | 3209 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 7278 | |
| 3 | 7007 | |
| 5 | 5264 | |
| 1 | 3218 | |
| 2 | 3209 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25976 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 7278 | |
| 3 | 7007 | |
| 5 | 5264 | |
| 1 | 3218 | |
| 2 | 3209 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25976 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 7278 | |
| 3 | 7007 | |
| 5 | 5264 | |
| 1 | 3218 | |
| 2 | 3209 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25976 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 7278 | |
| 3 | 7007 | |
| 5 | 5264 | |
| 1 | 3218 | |
| 2 | 3209 |
Inflight service
Real number (ℝ)
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6492532 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.180681 |
|---|---|
| Coefficient of variation (CV) | 0.32354044 |
| Kurtosis | -0.36083979 |
| Mean | 3.6492532 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.69680264 |
| Sum | 94793 |
| Variance | 1.3940075 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 9378 | |
| 5 | 6950 | |
| 3 | 5017 | |
| 2 | 2851 | 11.0% |
| 1 | 1778 | 6.8% |
| 0 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1 | 1778 | 6.8% |
| 2 | 2851 | 11.0% |
| 3 | 5017 | |
| 4 | 9378 | |
| 5 | 6950 |
| Value | Count | Frequency (%) |
| 5 | 6950 | |
| 4 | 9378 | |
| 3 | 5017 | |
| 2 | 2851 | 11.0% |
| 1 | 1778 | 6.8% |
| 0 | 2 | < 0.1% |
Cleanliness
Real number (ℝ)
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2862257 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3193301 |
|---|---|
| Coefficient of variation (CV) | 0.40147274 |
| Kurtosis | -1.0237346 |
| Mean | 3.2862257 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.30428466 |
| Sum | 85363 |
| Variance | 1.7406318 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 6790 | |
| 3 | 6065 | |
| 5 | 5727 | |
| 2 | 3981 | |
| 1 | 3411 | |
| 0 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1 | 3411 | |
| 2 | 3981 | |
| 3 | 6065 | |
| 4 | 6790 | |
| 5 | 5727 |
| Value | Count | Frequency (%) |
| 5 | 5727 | |
| 4 | 6790 | |
| 3 | 6065 | |
| 2 | 3981 | |
| 1 | 3411 | |
| 0 | 2 | < 0.1% |
Departure Delay in Minutes
Real number (ℝ)
ZEROS
| Distinct | 313 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.30609 |
| Minimum | 0 |
|---|---|
| Maximum | 1128 |
| Zeros | 14688 |
| Zeros (%) | 56.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 12 |
| 95-th percentile | 74 |
| Maximum | 1128 |
| Range | 1128 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 37.42316 |
|---|---|
| Coefficient of variation (CV) | 2.6158901 |
| Kurtosis | 102.18308 |
| Mean | 14.30609 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.1939698 |
| Sum | 371615 |
| Variance | 1400.4929 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 14688 | |
| 1 | 734 | 2.8% |
| 2 | 581 | 2.2% |
| 3 | 526 | 2.0% |
| 4 | 455 | 1.8% |
| 5 | 444 | 1.7% |
| 6 | 367 | 1.4% |
| 7 | 356 | 1.4% |
| 8 | 323 | 1.2% |
| 10 | 306 | 1.2% |
| Other values (303) | 7196 |
| Value | Count | Frequency (%) |
| 0 | 14688 | |
| 1 | 734 | 2.8% |
| 2 | 581 | 2.2% |
| 3 | 526 | 2.0% |
| 4 | 455 | 1.8% |
| 5 | 444 | 1.7% |
| 6 | 367 | 1.4% |
| 7 | 356 | 1.4% |
| 8 | 323 | 1.2% |
| 9 | 297 | 1.1% |
| Value | Count | Frequency (%) |
| 1128 | 1 | |
| 951 | 1 | |
| 815 | 1 | |
| 794 | 1 | |
| 756 | 1 | |
| 624 | 1 | |
| 590 | 1 | |
| 581 | 1 | |
| 569 | 1 | |
| 565 | 1 |
satisfaction
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 203.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25976 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 14573 | |
| 1 | 11403 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 14573 | |
| 1 | 11403 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 14573 | |
| 1 | 11403 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25976 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 14573 | |
| 1 | 11403 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25976 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 14573 | |
| 1 | 11403 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25976 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 14573 | |
| 1 | 11403 |
| Age | Baggage handling | Checkin service | Class | Cleanliness | Customer Type | Departure Delay in Minutes | Food and drink | Gender | Inflight entertainment | Inflight service | Inflight wifi service | Leg room service | On-board service | Online boarding | Seat comfort | Type of Travel | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.057 | 0.041 | 0.214 | 0.048 | 0.387 | -0.002 | 0.022 | 0.007 | 0.074 | -0.042 | 0.007 | 0.044 | 0.068 | 0.207 | 0.106 | 0.351 | 0.276 |
| Baggage handling | 0.057 | 1.000 | 0.143 | 0.142 | 0.118 | 0.058 | -0.023 | 0.050 | 0.041 | 0.403 | 0.632 | 0.110 | 0.382 | 0.539 | 0.120 | 0.085 | 0.045 | 0.292 |
| Checkin service | 0.041 | 0.143 | 1.000 | 0.129 | 0.161 | 0.026 | -0.019 | 0.073 | 0.000 | 0.116 | 0.254 | 0.046 | 0.145 | 0.240 | 0.215 | 0.120 | 0.008 | 0.257 |
| Class | 0.214 | 0.142 | 0.129 | 1.000 | -0.146 | 0.121 | 0.004 | -0.096 | 0.013 | -0.205 | -0.175 | -0.035 | -0.212 | -0.230 | -0.327 | 0.175 | 0.555 | 0.498 |
| Cleanliness | 0.048 | 0.118 | 0.161 | -0.146 | 1.000 | 0.091 | -0.024 | 0.647 | 0.021 | 0.683 | 0.110 | 0.122 | 0.097 | 0.121 | 0.336 | 0.570 | 0.115 | 0.323 |
| Customer Type | 0.387 | 0.058 | 0.026 | 0.121 | 0.091 | 1.000 | 0.005 | -0.044 | 0.027 | -0.088 | 0.018 | 0.004 | -0.045 | -0.049 | -0.190 | 0.155 | 0.308 | 0.179 |
| Departure Delay in Minutes | -0.002 | -0.023 | -0.019 | 0.004 | -0.024 | 0.005 | 1.000 | -0.022 | 0.013 | -0.033 | -0.044 | -0.023 | -0.005 | -0.031 | -0.032 | 0.016 | 0.000 | 0.025 |
| Food and drink | 0.022 | 0.050 | 0.073 | -0.096 | 0.647 | -0.044 | -0.022 | 1.000 | 0.013 | 0.613 | 0.051 | 0.120 | 0.033 | 0.051 | 0.236 | 0.519 | 0.105 | 0.230 |
| Gender | 0.007 | 0.041 | 0.000 | 0.013 | 0.021 | 0.027 | 0.013 | 0.013 | 1.000 | -0.005 | 0.028 | -0.006 | 0.026 | -0.001 | -0.053 | 0.057 | 0.019 | 0.004 |
| Inflight entertainment | 0.074 | 0.403 | 0.116 | -0.205 | 0.683 | -0.088 | -0.033 | 0.613 | -0.005 | 1.000 | 0.429 | 0.193 | 0.316 | 0.431 | 0.297 | 0.538 | 0.184 | 0.419 |
| Inflight service | -0.042 | 0.632 | 0.254 | -0.175 | 0.110 | 0.018 | -0.044 | 0.051 | 0.028 | 0.429 | 1.000 | 0.105 | 0.376 | 0.571 | 0.105 | 0.079 | 0.043 | 0.282 |
| Inflight wifi service | 0.007 | 0.110 | 0.046 | -0.035 | 0.122 | 0.004 | -0.023 | 0.120 | -0.006 | 0.193 | 0.105 | 1.000 | 0.150 | 0.109 | 0.436 | 0.124 | 0.184 | 0.526 |
| Leg room service | 0.044 | 0.382 | 0.145 | -0.212 | 0.097 | -0.045 | -0.005 | 0.033 | 0.026 | 0.316 | 0.376 | 0.150 | 1.000 | 0.373 | 0.133 | 0.075 | 0.173 | 0.336 |
| On-board service | 0.068 | 0.539 | 0.240 | -0.230 | 0.121 | -0.049 | -0.031 | 0.051 | -0.001 | 0.431 | 0.571 | 0.109 | 0.373 | 1.000 | 0.171 | 0.084 | 0.089 | 0.331 |
| Online boarding | 0.207 | 0.120 | 0.215 | -0.327 | 0.336 | -0.190 | -0.032 | 0.236 | -0.053 | 0.297 | 0.105 | 0.436 | 0.133 | 0.171 | 1.000 | 0.286 | 0.229 | 0.614 |
| Seat comfort | 0.106 | 0.085 | 0.120 | 0.175 | 0.570 | 0.155 | 0.016 | 0.519 | 0.057 | 0.538 | 0.079 | 0.124 | 0.075 | 0.084 | 0.286 | 1.000 | 0.148 | 0.382 |
| Type of Travel | 0.351 | 0.045 | 0.008 | 0.555 | 0.115 | 0.308 | 0.000 | 0.105 | 0.019 | 0.184 | 0.043 | 0.184 | 0.173 | 0.089 | 0.229 | 0.148 | 1.000 | 0.453 |
| satisfaction | 0.276 | 0.292 | 0.257 | 0.498 | 0.323 | 0.179 | 0.025 | 0.230 | 0.004 | 0.419 | 0.282 | 0.526 | 0.336 | 0.331 | 0.614 | 0.382 | 0.453 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Gender | Customer Type | Age | Type of Travel | Class | Inflight wifi service | Food and drink | Online boarding | Seat comfort | Inflight entertainment | On-board service | Leg room service | Baggage handling | Checkin service | Inflight service | Cleanliness | Departure Delay in Minutes | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0 | 52 | 0 | 1 | 5 | 3 | 4 | 3 | 5 | 5 | 5 | 5 | 2 | 5 | 5 | 50 | 1 |
| 1 | 0 | 0 | 36 | 0 | 0 | 1 | 5 | 4 | 5 | 4 | 4 | 4 | 4 | 3 | 4 | 5 | 0 | 1 |
| 2 | 1 | 1 | 20 | 0 | 1 | 2 | 2 | 2 | 2 | 2 | 4 | 1 | 3 | 2 | 2 | 2 | 0 | 0 |
| 3 | 1 | 0 | 44 | 0 | 0 | 0 | 3 | 4 | 4 | 1 | 1 | 1 | 1 | 3 | 1 | 4 | 0 | 1 |
| 4 | 0 | 0 | 49 | 0 | 1 | 2 | 4 | 1 | 2 | 2 | 2 | 2 | 2 | 4 | 2 | 4 | 0 | 1 |
| 5 | 1 | 0 | 16 | 0 | 1 | 3 | 5 | 5 | 3 | 5 | 4 | 3 | 1 | 1 | 2 | 5 | 0 | 1 |
| 6 | 0 | 0 | 77 | 0 | 0 | 5 | 3 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 3 | 0 | 1 |
| 7 | 0 | 0 | 43 | 0 | 0 | 2 | 4 | 4 | 5 | 4 | 4 | 4 | 4 | 5 | 4 | 3 | 77 | 1 |
| 8 | 1 | 0 | 47 | 0 | 1 | 5 | 5 | 5 | 5 | 5 | 2 | 2 | 5 | 3 | 3 | 5 | 1 | 1 |
| 9 | 0 | 0 | 46 | 0 | 0 | 2 | 3 | 4 | 4 | 4 | 4 | 4 | 4 | 5 | 4 | 4 | 28 | 1 |
| Gender | Customer Type | Age | Type of Travel | Class | Inflight wifi service | Food and drink | Online boarding | Seat comfort | Inflight entertainment | On-board service | Leg room service | Baggage handling | Checkin service | Inflight service | Cleanliness | Departure Delay in Minutes | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 25966 | 1 | 1 | 42 | 0 | 1 | 4 | 3 | 4 | 3 | 3 | 3 | 1 | 2 | 2 | 3 | 3 | 0 | 0 |
| 25967 | 0 | 1 | 39 | 0 | 0 | 1 | 2 | 1 | 2 | 2 | 5 | 3 | 4 | 4 | 4 | 2 | 0 | 0 |
| 25968 | 1 | 0 | 41 | 0 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 3 | 3 | 2 | 3 | 2 | 15 | 0 |
| 25969 | 1 | 0 | 52 | 0 | 0 | 3 | 3 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | 3 | 0 | 1 |
| 25970 | 0 | 1 | 36 | 0 | 1 | 1 | 4 | 1 | 4 | 4 | 5 | 2 | 5 | 2 | 3 | 4 | 0 | 0 |
| 25971 | 1 | 1 | 34 | 0 | 0 | 3 | 4 | 3 | 4 | 4 | 3 | 2 | 4 | 4 | 5 | 4 | 0 | 0 |
| 25972 | 1 | 0 | 23 | 0 | 0 | 4 | 4 | 4 | 4 | 4 | 4 | 5 | 5 | 5 | 5 | 4 | 0 | 1 |
| 25973 | 0 | 0 | 17 | 1 | 1 | 2 | 2 | 1 | 2 | 2 | 4 | 3 | 4 | 5 | 4 | 2 | 0 | 0 |
| 25974 | 1 | 0 | 14 | 0 | 0 | 3 | 4 | 4 | 4 | 4 | 3 | 2 | 5 | 4 | 5 | 4 | 0 | 1 |
| 25975 | 0 | 0 | 42 | 1 | 1 | 2 | 4 | 2 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 0 | 0 |
Most frequently occurring
| Gender | Customer Type | Age | Type of Travel | Class | Inflight wifi service | Food and drink | Online boarding | Seat comfort | Inflight entertainment | On-board service | Leg room service | Baggage handling | Checkin service | Inflight service | Cleanliness | Departure Delay in Minutes | satisfaction | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 1 | 0 | 50 | 0 | 0 | 2 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | 4 | 0 | 1 | 3 |
| 0 | 0 | 0 | 28 | 0 | 0 | 2 | 5 | 5 | 5 | 5 | 3 | 3 | 5 | 3 | 5 | 5 | 0 | 1 | 2 |
| 1 | 0 | 0 | 28 | 0 | 0 | 4 | 3 | 3 | 3 | 3 | 4 | 4 | 5 | 4 | 5 | 3 | 0 | 1 | 2 |
| 2 | 0 | 0 | 30 | 0 | 0 | 2 | 4 | 4 | 4 | 4 | 4 | 2 | 4 | 5 | 5 | 4 | 0 | 1 | 2 |
| 3 | 0 | 0 | 43 | 0 | 0 | 1 | 3 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 0 | 1 | 2 |
| 4 | 0 | 0 | 44 | 0 | 0 | 2 | 4 | 4 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 3 | 0 | 1 | 2 |
| 5 | 0 | 0 | 46 | 0 | 0 | 1 | 3 | 4 | 4 | 5 | 5 | 5 | 5 | 3 | 5 | 3 | 0 | 1 | 2 |
| 6 | 0 | 0 | 46 | 0 | 0 | 2 | 3 | 5 | 4 | 5 | 5 | 5 | 5 | 3 | 5 | 3 | 0 | 1 | 2 |
| 7 | 0 | 0 | 46 | 0 | 0 | 3 | 5 | 5 | 4 | 4 | 4 | 4 | 4 | 5 | 4 | 5 | 0 | 1 | 2 |
| 8 | 0 | 0 | 47 | 0 | 0 | 3 | 3 | 4 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 5 | 0 | 1 | 2 |